The constant clicking – a staccato rhythm – echoed through the house. Michael slammed the refrigerator door, the sound making the old cabinets rattle. He stared at the chessboard, his eyes narrowed. His son, Ethan, a photographic savant with the pieces, had just checkmated him for the third time this week. His chest felt tight, constricted.

"Again?" he asked, his voice barely a whisper. Ethan nodded, his face unreadable.

He'd spent years honing his chess skills, losing himself in the strategic complexities. Now, his son was a prodigy, leaving him feeling utterly inadequate, his carefully constructed world tilting. He found himself wanting to push the board across the table. It was Ethan's calm demeanor that really put him over the edge.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290